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Dockerfile

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+FROM python:3.9
+
+WORKDIR /code
+COPY . .
+
+RUN pip install --no-cache-dir  --upgrade -r requirements.txt
+
+RUN useradd user
+USER user
+ENV PATH="/home/user/.local/bin:$PATH"
+
+CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]

app.py

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+from fastapi import FastAPI
+
+app = FastAPI()
+
+@app.get("/")
+async def root():
+    return {"message": "Hello World"}
+
+
+@app.get("/generate")
+def generate(text:str):
+    ## use the pipeline to generate text from given input text
+    output=pipe(text)
+
+    ## return the generate text in Json reposne
+    return {"output":output[0]['generated_text']}

requirements.txt

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+fastapi==0.74.*
+requests==2.27.*
+uvicorn[standard]==0.17.*
+sentencepiece==0.1.*
+torch==1.11.*
+transformers==4.*
+